electricsheepeurope/europe-ilo-emp-nifl-sex-age-mts-rt-informal-employment-rate-by-sex-age-and-marital-st

该数据集是一个关于欧洲非正规就业率的表格型数据集，专门用于分类和回归任务，也可用于时间序列预测。它包含148,692个观察值，覆盖34个欧洲国家，时间跨度为2003年至2025年。数据来源于国际劳工组织（ILO）的ILOSTAT数据库，通过REST API获取并过滤到欧洲国家。核心指标是“EMP_NIFL_SEX_AGE_MTS_RT”，表示按性别、年龄和婚姻状况划分的非正规就业率（%）。数据集提供了详细的列结构，包括国家代码、国家名称、数据来源、指标代码、性别分类、年龄分类、婚姻状况分类、观察年份、观察值、观察状态等。数据经过ILO的统计标准（如ICLS定义）进行协调，以确保一致性和可追溯性。此外，数据集还包含数据质量说明和使用示例，支持从HuggingFace加载，便于进行数据分析、过滤和可视化。数据集由Electric Sheep Europe重新打包，以支持机器学习应用，并遵循CC-BY-4.0许可证。This dataset is a tabular dataset on informal employment rates in Europe, designed for classification and regression tasks, and also suitable for time-series forecasting. It contains 148,692 observations covering 34 European countries from 2003 to 2025. The data is sourced from the International Labour Organization (ILO) ILOSTAT database, retrieved via REST API and filtered to European countries. The core indicator is EMP_NIFL_SEX_AGE_MTS_RT, which represents the informal employment rate by sex, age, and marital status (%). The dataset provides a detailed column structure, including country codes, country names, data sources, indicator codes, sex disaggregation, age classification, marital status classification, observation year, observed values, observation status, and more. The data is harmonized using ILO statistical standards (e.g., ICLS definitions) for consistency and traceability. Additionally, the dataset includes data quality notes and usage examples, supporting loading from HuggingFace for data analysis, filtering, and visualization. It is repackaged by Electric Sheep Europe for machine learning readiness and released under the CC-BY-4.0 license.